COVID 19 COUNTRY REPORT Report

Dataset statistics

Number of variables	15
Number of observations	187
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	22.0 KiB
Average record size in memory	120.7 B

Variable types

Categorical	2
Numeric	13

Alerts

`Country/Region` has a high cardinality: 187 distinct values	High cardinality
`Confirmed` is highly correlated with `Deaths` and 7 other fields	High correlation
`Deaths` is highly correlated with `Confirmed` and 8 other fields	High correlation
`Recovered` is highly correlated with `Confirmed` and 7 other fields	High correlation
`Active` is highly correlated with `Confirmed` and 7 other fields	High correlation
`New cases` is highly correlated with `Confirmed` and 7 other fields	High correlation
`New deaths` is highly correlated with `Confirmed` and 7 other fields	High correlation
`New recovered` is highly correlated with `Confirmed` and 7 other fields	High correlation
`Deaths / 100 Cases` is highly correlated with `Deaths`	High correlation
`Recovered / 100 Cases` is highly correlated with `1 week % increase`	High correlation
`Deaths / 100 Recovered` is highly correlated with `Deaths / 100 Cases`	High correlation
`Confirmed last week` is highly correlated with `Confirmed` and 7 other fields	High correlation
`1 week change` is highly correlated with `Confirmed` and 7 other fields	High correlation
`1 week % increase` is highly correlated with `Recovered / 100 Cases`	High correlation
`Deaths / 100 Recovered` has 5 (2.7%) infinite values	Infinite
`Country/Region` is uniformly distributed	Uniform
`Country/Region` has unique values	Unique
`Deaths` has 17 (9.1%) zeros	Zeros
`Recovered` has 6 (3.2%) zeros	Zeros
`Active` has 5 (2.7%) zeros	Zeros
`New cases` has 33 (17.6%) zeros	Zeros
`New deaths` has 91 (48.7%) zeros	Zeros
`New recovered` has 61 (32.6%) zeros	Zeros
`Deaths / 100 Cases` has 17 (9.1%) zeros	Zeros
`Recovered / 100 Cases` has 6 (3.2%) zeros	Zeros
`Deaths / 100 Recovered` has 17 (9.1%) zeros	Zeros
`1 week change` has 12 (6.4%) zeros	Zeros
`1 week % increase` has 12 (6.4%) zeros	Zeros

Reproduction

Analysis started	2022-09-23 09:17:32.443901
Analysis finished	2022-09-23 09:18:08.867054
Duration	36.42 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

Country/Region
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	187
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Afghanistan	1
Pakistan	1
Nepal	1
Netherlands	1
New Zealand	1
Other values (182)	182

Length

Max length	32
Median length	22
Mean length	8.43315508
Min length	2

Characters and Unicode

Total characters	1577
Distinct characters	57
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	187 ?
Unique (%)	100.0%

Sample

1st row	Afghanistan
2nd row	Albania
3rd row	Algeria
4th row	Andorra
5th row	Angola

Common Values

Value	Count	Frequency (%)
Afghanistan	1	0.5%
Pakistan	1	0.5%
Nepal	1	0.5%
Netherlands	1	0.5%
New Zealand	1	0.5%
Nicaragua	1	0.5%
Niger	1	0.5%
Nigeria	1	0.5%
North Macedonia	1	0.5%
Norway	1	0.5%
Other values (177)	177	94.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
and	7	3.0%
saint	3	1.3%
south	3	1.3%
guinea	3	1.3%
sudan	2	0.9%
republic	2	0.9%
united	2	0.9%
congo	2	0.9%
new	2	0.9%
brazil	1	0.4%
Other values (207)	207	88.5%

Most occurring characters

Value	Count	Frequency (%)
a	247	15.7%
i	140	8.9%
n	128	8.1%
e	111	7.0%
r	88	5.6%
o	84	5.3%
t	58	3.7%
u	56	3.6%
l	51	3.2%
d	49	3.1%
Other values (47)	565	35.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1293	82.0%
Uppercase Letter	229	14.5%
Space Separator	47	3.0%
Open Punctuation	2	0.1%
Close Punctuation	2	0.1%
Dash Punctuation	2	0.1%
Other Punctuation	2	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	247	19.1%
i	140	10.8%
n	128	9.9%
e	111	8.6%
r	88	6.8%
o	84	6.5%
t	58	4.5%
u	56	4.3%
l	51	3.9%
d	49	3.8%
Other values (16)	281	21.7%

Uppercase Letter

Value	Count	Frequency (%)
S	29	12.7%
B	22	9.6%
C	18	7.9%
M	17	7.4%
G	16	7.0%
A	15	6.6%
L	13	5.7%
N	11	4.8%
T	11	4.8%
E	9	3.9%
Other values (15)	68	29.7%

Other Punctuation

Value	Count	Frequency (%)
*	1	50.0%
'	1	50.0%

Space Separator

Value	Count	Frequency (%)
	47	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1522	96.5%
Common	55	3.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	247	16.2%
i	140	9.2%
n	128	8.4%
e	111	7.3%
r	88	5.8%
o	84	5.5%
t	58	3.8%
u	56	3.7%
l	51	3.4%
d	49	3.2%
Other values (41)	510	33.5%

Common

Value	Count	Frequency (%)
	47	85.5%
(	2	3.6%
)	2	3.6%
-	2	3.6%
*	1	1.8%
'	1	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1577	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	247	15.7%
i	140	8.9%
n	128	8.1%
e	111	7.0%
r	88	5.6%
o	84	5.3%
t	58	3.7%
u	56	3.6%
l	51	3.2%
d	49	3.1%
Other values (47)	565	35.8%

Confirmed
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	184
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88130.93583

Minimum	10
Maximum	4290259
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	10
5-th percentile	33.3
Q1	1114
median	5059
Q3	40460.5
95-th percentile	287810.9
Maximum	4290259
Range	4290249
Interquartile range (IQR)	39346.5

Descriptive statistics

Standard deviation	383318.6638
Coefficient of variation (CV)	4.349422371
Kurtosis	86.09657177
Mean	88130.93583
Median Absolute Deviation (MAD)	4973
Skewness	8.725676203
Sum	16480485
Variance	1.46933198 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	2	1.1%
86	2	1.1%
10621	2	1.1%
109597	1	0.5%
9132	1	0.5%
1843	1	0.5%
18752	1	0.5%
53413	1	0.5%
1557	1	0.5%
3439	1	0.5%
Other values (174)	174	93.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	0.5%
12	1	0.5%
14	1	0.5%
17	1	0.5%
18	1	0.5%
20	1	0.5%
23	1	0.5%
24	2	1.1%
27	1	0.5%
48	1	0.5%

Value	Count	Frequency (%)
4290259	1	0.5%
2442375	1	0.5%
1480073	1	0.5%
816680	1	0.5%
452529	1	0.5%
395489	1	0.5%
389717	1	0.5%
347923	1	0.5%
301708	1	0.5%
293606	1	0.5%

Deaths
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	150
Distinct (%)	80.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3497.518717

Minimum	0
Maximum	148011
Zeros	17
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18.5
median	108
Q3	734
95-th percentile	15138.6
Maximum	148011
Range	148011
Interquartile range (IQR)	715.5

Descriptive statistics

Standard deviation	14100.00248
Coefficient of variation (CV)	4.031430172
Kurtosis	66.48049433
Mean	3497.518717
Median Absolute Deviation (MAD)	106
Skewness	7.464481094
Sum	654036
Variance	198810070
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	9.1%
11	4	2.1%
1	3	1.6%
10	3	1.6%
2	3	1.6%
8	3	1.6%
7	3	1.6%
45	2	1.1%
35	2	1.1%
22	2	1.1%
Other values (140)	145	77.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	9.1%
1	3	1.6%
2	3	1.6%
3	2	1.1%
4	1	0.5%
5	1	0.5%
6	1	0.5%
7	3	1.6%
8	3	1.6%
9	1	0.5%

Value	Count	Frequency (%)
148011	1	0.5%
87618	1	0.5%
45844	1	0.5%
44022	1	0.5%
35112	1	0.5%
33408	1	0.5%
30212	1	0.5%
28432	1	0.5%
18418	1	0.5%
15912	1	0.5%

Recovered
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	178
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50631.48128

Minimum	0
Maximum	1846641
Zeros	6
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	13.6
Q1	626.5
median	2815
Q3	22606
95-th percentile	235599
Maximum	1846641
Range	1846641
Interquartile range (IQR)	21979.5

Descriptive statistics

Standard deviation	190188.1896
Coefficient of variation (CV)	3.756322841
Kurtosis	55.60077116
Mean	50631.48128
Median Absolute Deviation (MAD)	2789
Skewness	6.983643759
Sum	9468087
Variance	3.617154748 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	3.2%
18	2	1.1%
803	2	1.1%
128	2	1.1%
39	2	1.1%
25198	1	0.5%
8752	1	0.5%
13754	1	0.5%
189	1	0.5%
1514	1	0.5%
Other values (168)	168	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	3.2%
8	1	0.5%
11	1	0.5%
12	1	0.5%
13	1	0.5%
15	1	0.5%
18	2	1.1%
19	1	0.5%
22	1	0.5%
23	1	0.5%

Value	Count	Frequency (%)
1846641	1	0.5%
1325804	1	0.5%
951166	1	0.5%
602249	1	0.5%
319954	1	0.5%
303810	1	0.5%
274925	1	0.5%
272547	1	0.5%
255144	1	0.5%
241026	1	0.5%

Active
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	173
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34001.93583

Minimum	0
Maximum	2816444
Zeros	5
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	141.5
median	1600
Q3	9149
95-th percentile	98399.5
Maximum	2816444
Range	2816444
Interquartile range (IQR)	9007.5

Descriptive statistics

Standard deviation	213326.1734
Coefficient of variation (CV)	6.273942003
Kurtosis	157.9216648
Mean	34001.93583
Median Absolute Deviation (MAD)	1585
Skewness	12.18206736
Sum	6358362
Variance	4.550805625 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	2.7%
1	3	1.6%
2	3	1.6%
1599	2	1.1%
21	2	1.1%
13	2	1.1%
9	2	1.1%
24	2	1.1%
52	2	1.1%
1920	1	0.5%
Other values (163)	163	87.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	2.7%
1	3	1.6%
2	3	1.6%
4	1	0.5%
8	1	0.5%
9	2	1.1%
12	1	0.5%
13	2	1.1%
15	1	0.5%
18	1	0.5%

Value	Count	Frequency (%)
2816444	1	0.5%
508116	1	0.5%
495499	1	0.5%
254427	1	0.5%
201097	1	0.5%
170537	1	0.5%
117163	1	0.5%
108928	1	0.5%
107514	1	0.5%
98752	1	0.5%

New cases
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	122
Distinct (%)	65.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1222.957219

Minimum	0
Maximum	56336
Zeros	33
Zeros (%)	17.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	49
Q3	419.5
95-th percentile	2706.3
Maximum	56336
Range	56336
Interquartile range (IQR)	415.5

Descriptive statistics

Standard deviation	5710.37479
Coefficient of variation (CV)	4.669316882
Kurtosis	65.0223296
Mean	1222.957219
Median Absolute Deviation (MAD)	49
Skewness	7.720319623
Sum	228693
Variance	32608380.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	33	17.6%
1	6	3.2%
11	4	2.1%
24	3	1.6%
10	3	1.6%
4	3	1.6%
3	3	1.6%
2	3	1.6%
13	3	1.6%
5	3	1.6%
Other values (112)	123	65.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	17.6%
1	6	3.2%
2	3	1.6%
3	3	1.6%
4	3	1.6%
5	3	1.6%
6	3	1.6%
7	3	1.6%
8	1	0.5%
9	1	0.5%

Value	Count	Frequency (%)
56336	1	0.5%
44457	1	0.5%
23284	1	0.5%
16306	1	0.5%
13756	1	0.5%
7096	1	0.5%
5607	1	0.5%
4973	1	0.5%
4890	1	0.5%
2772	1	0.5%

New deaths
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	38
Distinct (%)	20.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.95721925

Minimum	0
Maximum	1076
Zeros	91
Zeros (%)	48.7%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6
95-th percentile	92.7
Maximum	1076
Range	1076
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	120.037173
Coefficient of variation (CV)	4.145328041
Kurtosis	40.10154884
Mean	28.95721925
Median Absolute Deviation (MAD)	1
Skewness	5.970033351
Sum	5415
Variance	14408.92289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	91	48.7%
1	17	9.1%
2	11	5.9%
3	7	3.7%
6	7	3.7%
4	7	3.7%
5	6	3.2%
17	3	1.6%
11	3	1.6%
20	2	1.1%
Other values (28)	33	17.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	91	48.7%
1	17	9.1%
2	11	5.9%
3	7	3.7%
4	7	3.7%
5	6	3.2%
6	7	3.7%
7	2	1.1%
8	2	1.1%
9	2	1.1%

Value	Count	Frequency (%)
1076	1	0.5%
637	1	0.5%
614	1	0.5%
575	1	0.5%
508	1	0.5%
342	1	0.5%
298	1	0.5%
212	1	0.5%
120	1	0.5%
96	1	0.5%

New recovered
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	103
Distinct (%)	55.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	933.8128342

Minimum	0
Maximum	33728
Zeros	61
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	22
Q3	221
95-th percentile	2446.2
Maximum	33728
Range	33728
Interquartile range (IQR)	221

Descriptive statistics

Standard deviation	4197.719635
Coefficient of variation (CV)	4.495247314
Kurtosis	47.91008231
Mean	933.8128342
Median Absolute Deviation (MAD)	22
Skewness	6.769567359
Sum	174623
Variance	17620850.13
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	61	32.6%
2	6	3.2%
4	5	2.7%
1	4	2.1%
6	3	1.6%
24	2	1.1%
39	2	1.1%
70	2	1.1%
15	2	1.1%
103	2	1.1%
Other values (93)	98	52.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	61	32.6%
1	4	2.1%
2	6	3.2%
3	2	1.1%
4	5	2.7%
5	2	1.1%
6	3	1.6%
7	1	0.5%
8	1	0.5%
11	2	1.1%

Value	Count	Frequency (%)
33728	1	0.5%
33598	1	0.5%
27941	1	0.5%
11494	1	0.5%
9848	1	0.5%
8588	1	0.5%
4697	1	0.5%
3592	1	0.5%
3077	1	0.5%
2613	1	0.5%

Deaths / 100 Cases
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	145
Distinct (%)	77.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.019518717

Minimum	0
Maximum	28.56
Zeros	17
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.945
median	2.15
Q3	3.875
95-th percentile	9.439
Maximum	28.56
Range	28.56
Interquartile range (IQR)	2.93

Descriptive statistics

Standard deviation	3.454302488
Coefficient of variation (CV)	1.143991084
Kurtosis	17.5411832
Mean	3.019518717
Median Absolute Deviation (MAD)	1.35
Skewness	3.352172714
Sum	564.65
Variance	11.93220568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	9.1%
1.28	3	1.6%
2.91	3	1.6%
3.45	2	1.1%
0.95	2	1.1%
0.26	2	1.1%
1.33	2	1.1%
4.82	2	1.1%
1.41	2	1.1%
1.69	2	1.1%
Other values (135)	150	80.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	9.1%
0.05	1	0.5%
0.15	1	0.5%
0.18	1	0.5%
0.26	2	1.1%
0.27	2	1.1%
0.36	1	0.5%
0.39	1	0.5%
0.43	1	0.5%
0.45	1	0.5%

Value	Count	Frequency (%)
28.56	1	0.5%
15.19	1	0.5%
14.79	1	0.5%
14.26	1	0.5%
13.71	1	0.5%
13.4	1	0.5%
11.53	1	0.5%
11.13	1	0.5%
10.44	1	0.5%
10	1	0.5%

Recovered / 100 Cases
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	177
Distinct (%)	94.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.82053476

Minimum	0
Maximum	100
Zeros	6
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	9.775
Q1	48.77
median	71.32
Q3	86.885
95-th percentile	96.309
Maximum	100
Range	100
Interquartile range (IQR)	38.115

Descriptive statistics

Standard deviation	26.28769426
Coefficient of variation (CV)	0.405545779
Kurtosis	-0.1157282177
Mean	64.82053476
Median Absolute Deviation (MAD)	17.31
Skewness	-0.8233658854
Sum	12121.44
Variance	691.0428696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	3.2%
100	3	1.6%
75.61	2	1.1%
80.64	2	1.1%
76.82	2	1.1%
74.01	1	0.5%
97.24	1	0.5%
72.46	1	0.5%
90.72	1	0.5%
44.2	1	0.5%
Other values (167)	167	89.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	3.2%
0.35	1	0.5%
0.48	1	0.5%
5.48	1	0.5%
8.53	1	0.5%
12.68	1	0.5%
17.74	1	0.5%
20.04	1	0.5%
20.25	1	0.5%
20.41	1	0.5%

Value	Count	Frequency (%)
100	3	1.6%
98.38	1	0.5%
98.33	1	0.5%
97.87	1	0.5%
97.24	1	0.5%
97.02	1	0.5%
96.6	1	0.5%
96.51	1	0.5%
95.84	1	0.5%
95.24	1	0.5%

Deaths / 100 Recovered
Real number (ℝ_≥0)

HIGH CORRELATION
INFINITE
ZEROS

Distinct	155
Distinct (%)	82.9%
Missing	0
Missing (%)	0.0%
Infinite	5
Infinite (%)	2.7%
Mean	inf

Minimum	0
Maximum	inf
Zeros	17
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.45
median	3.62
Q3	6.44
95-th percentile	32.982
Maximum	inf
Range	inf
Interquartile range (IQR)	4.99

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	inf
Median Absolute Deviation (MAD)	2.45
Skewness	nan
Sum	inf
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	9.1%
inf	5	2.7%
4.86	2	1.1%
3.91	2	1.1%
12.12	2	1.1%
6.69	2	1.1%
1.45	2	1.1%
3.01	2	1.1%
1.91	2	1.1%
5.25	2	1.1%
Other values (145)	149	79.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	9.1%
0.06	1	0.5%
0.16	1	0.5%
0.2	1	0.5%
0.33	1	0.5%
0.35	1	0.5%
0.39	1	0.5%
0.51	1	0.5%
0.52	1	0.5%
0.55	1	0.5%

Value	Count	Frequency (%)
inf	5	2.7%
3259.26	1	0.5%
3190.26	1	0.5%
57.98	1	0.5%
56.28	1	0.5%
37.2	1	0.5%
23.14	1	0.5%
18.91	1	0.5%
17.9	1	0.5%
17.68	1	0.5%

Confirmed last week
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	183
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78682.47594

Minimum	10
Maximum	3834677
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	10
5-th percentile	24.9
Q1	1051.5
median	5020
Q3	37080.5
95-th percentile	273170.2
Maximum	3834677
Range	3834667
Interquartile range (IQR)	36029

Descriptive statistics

Standard deviation	338273.6766
Coefficient of variation (CV)	4.299225114
Kurtosis	89.37688432
Mean	78682.47594
Median Absolute Deviation (MAD)	4912
Skewness	8.865198244
Sum	14713623
Variance	1.144290803 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	2	1.1%
522	2	1.1%
1980	2	1.1%
23	2	1.1%
9249	1	0.5%
1507	1	0.5%
1344	1	0.5%
17844	1	0.5%
52132	1	0.5%
1555	1	0.5%
Other values (173)	173	92.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	0.5%
12	1	0.5%
13	1	0.5%
17	1	0.5%
18	1	0.5%
19	2	1.1%
23	2	1.1%
24	1	0.5%
27	1	0.5%
40	1	0.5%

Value	Count	Frequency (%)
3834677	1	0.5%
2118646	1	0.5%
1155338	1	0.5%
776212	1	0.5%
373628	1	0.5%
357681	1	0.5%
349396	1	0.5%
333029	1	0.5%
296944	1	0.5%
276202	1	0.5%

1 week change
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	162
Distinct (%)	86.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9448.459893

Minimum	-47
Maximum	455582
Zeros	12
Zeros (%)	6.4%
Negative	1
Negative (%)	0.5%
Memory size	1.6 KiB

Quantile statistics

Minimum	-47
5-th percentile	0
Q1	49
median	432
Q3	3172
95-th percentile	18508
Maximum	455582
Range	455629
Interquartile range (IQR)	3123

Descriptive statistics

Standard deviation	47491.12768
Coefficient of variation (CV)	5.02633532
Kurtosis	61.66273793
Mean	9448.459893
Median Absolute Deviation (MAD)	431
Skewness	7.692012049
Sum	1766862
Variance	2255407209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	6.4%
1	4	2.1%
2	3	1.6%
72	3	1.6%
47	2	1.1%
201	2	1.1%
27	2	1.1%
98	2	1.1%
9	2	1.1%
11	2	1.1%
Other values (152)	153	81.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-47	1	0.5%
0	12	6.4%
1	4	2.1%
2	3	1.6%
4	1	0.5%
5	1	0.5%
6	1	0.5%
7	1	0.5%
8	1	0.5%
9	2	1.1%

Value	Count	Frequency (%)
455582	1	0.5%
324735	1	0.5%
323729	1	0.5%
78901	1	0.5%
53096	1	0.5%
46093	1	0.5%
40468	1	0.5%
36642	1	0.5%
32036	1	0.5%
18772	1	0.5%

1 week % increase
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	169
Distinct (%)	90.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.60620321

Minimum	-3.84
Maximum	226.32
Zeros	12
Zeros (%)	6.4%
Negative	1
Negative (%)	0.5%
Memory size	1.6 KiB

Quantile statistics

Minimum	-3.84
5-th percentile	0
Q1	2.775
median	6.89
Q3	16.855
95-th percentile	37.277
Maximum	226.32
Range	230.16
Interquartile range (IQR)	14.08

Descriptive statistics

Standard deviation	24.50983774
Coefficient of variation (CV)	1.801372313
Kurtosis	45.80886493
Mean	13.60620321
Median Absolute Deviation (MAD)	5.35
Skewness	6.11461286
Sum	2544.36
Variance	600.7321463
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	6.4%
5.36	2	1.1%
6.89	2	1.1%
12.24	2	1.1%
2.51	2	1.1%
10.42	2	1.1%
3.13	2	1.1%
2.44	2	1.1%
9.28	1	0.5%
12.87	1	0.5%
Other values (159)	159	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.84	1	0.5%
0	12	6.4%
0.13	1	0.5%
0.26	1	0.5%
0.29	1	0.5%
0.49	1	0.5%
0.64	1	0.5%
0.68	1	0.5%
0.7	1	0.5%
0.78	1	0.5%

Value	Count	Frequency (%)
226.32	1	0.5%
191.07	1	0.5%
119.54	1	0.5%
57.85	1	0.5%
42.78	1	0.5%
42.52	1	0.5%
41.57	1	0.5%
40.67	1	0.5%
37.44	1	0.5%
37.34	1	0.5%

WHO Region
Categorical

Distinct	6
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

Europe	56
Africa	48
Americas	35
Eastern Mediterranean	22
Western Pacific	16

Length

Max length	21
Median length	6
Mean length	9.390374332
Min length	6

Characters and Unicode

Total characters	1756
Distinct characters	23
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Eastern Mediterranean
2nd row	Europe
3rd row	Africa
4th row	Europe
5th row	Africa

Common Values

Value	Count	Frequency (%)
Europe	56	29.9%
Africa	48	25.7%
Americas	35	18.7%
Eastern Mediterranean	22	11.8%
Western Pacific	16	8.6%
South-East Asia	10	5.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
europe	56	23.8%
africa	48	20.4%
americas	35	14.9%
eastern	22	9.4%
mediterranean	22	9.4%
western	16	6.8%
pacific	16	6.8%
south-east	10	4.3%
asia	10	4.3%

Most occurring characters

Value	Count	Frequency (%)
r	221	12.6%
e	211	12.0%
a	185	10.5%
i	147	8.4%
c	115	6.5%
A	93	5.3%
s	93	5.3%
E	88	5.0%
n	82	4.7%
t	80	4.6%
Other values (13)	441	25.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1453	82.7%
Uppercase Letter	245	14.0%
Space Separator	48	2.7%
Dash Punctuation	10	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	221	15.2%
e	211	14.5%
a	185	12.7%
i	147	10.1%
c	115	7.9%
s	93	6.4%
n	82	5.6%
t	80	5.5%
o	66	4.5%
u	66	4.5%
Other values (5)	187	12.9%

Uppercase Letter

Value	Count	Frequency (%)
A	93	38.0%
E	88	35.9%
M	22	9.0%
W	16	6.5%
P	16	6.5%
S	10	4.1%

Space Separator

Value	Count	Frequency (%)
	48	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1698	96.7%
Common	58	3.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	221	13.0%
e	211	12.4%
a	185	10.9%
i	147	8.7%
c	115	6.8%
A	93	5.5%
s	93	5.5%
E	88	5.2%
n	82	4.8%
t	80	4.7%
Other values (11)	383	22.6%

Common

Value	Count	Frequency (%)
	48	82.8%
-	10	17.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1756	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	221	12.6%
e	211	12.0%
a	185	10.5%
i	147	8.4%
c	115	6.5%
A	93	5.3%
s	93	5.3%
E	88	5.0%
n	82	4.7%
t	80	4.6%
Other values (13)	441	25.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Country/Region	Confirmed	Deaths	Recovered	Active	New cases	New deaths	New recovered	Deaths / 100 Cases	Recovered / 100 Cases	Deaths / 100 Recovered	Confirmed last week	1 week change	1 week % increase	WHO Region
0	Afghanistan	36263	1269	25198	9796	106	10	18	3.50	69.49	5.04	35526	737	2.07	Eastern Mediterranean
1	Albania	4880	144	2745	1991	117	6	63	2.95	56.25	5.25	4171	709	17.00	Europe
2	Algeria	27973	1163	18837	7973	616	8	749	4.16	67.34	6.17	23691	4282	18.07	Africa
3	Andorra	907	52	803	52	10	0	0	5.73	88.53	6.48	884	23	2.60	Europe
4	Angola	950	41	242	667	18	1	0	4.32	25.47	16.94	749	201	26.84	Africa
5	Antigua and Barbuda	86	3	65	18	4	0	5	3.49	75.58	4.62	76	10	13.16	Americas
6	Argentina	167416	3059	72575	91782	4890	120	2057	1.83	43.35	4.21	130774	36642	28.02	Americas
7	Armenia	37390	711	26665	10014	73	6	187	1.90	71.32	2.67	34981	2409	6.89	Europe
8	Australia	15303	167	9311	5825	368	6	137	1.09	60.84	1.79	12428	2875	23.13	Western Pacific
9	Austria	20558	713	18246	1599	86	1	37	3.47	88.75	3.91	19743	815	4.13	Europe

Last rows

	Country/Region	Confirmed	Deaths	Recovered	Active	New cases	New deaths	New recovered	Deaths / 100 Cases	Recovered / 100 Cases	Deaths / 100 Recovered	Confirmed last week	1 week change	1 week % increase	WHO Region
177	United Kingdom	301708	45844	1437	254427	688	7	3	15.19	0.48	3190.26	296944	4764	1.60	Europe
178	Uruguay	1202	35	951	216	10	1	3	2.91	79.12	3.68	1064	138	12.97	Americas
179	Uzbekistan	21209	121	11674	9414	678	5	569	0.57	55.04	1.04	17149	4060	23.67	Europe
180	Venezuela	15988	146	9959	5883	525	4	213	0.91	62.29	1.47	12334	3654	29.63	Americas
181	Vietnam	431	0	365	66	11	0	0	0.00	84.69	0.00	384	47	12.24	Western Pacific
182	West Bank and Gaza	10621	78	3752	6791	152	2	0	0.73	35.33	2.08	8916	1705	19.12	Eastern Mediterranean
183	Western Sahara	10	1	8	1	0	0	0	10.00	80.00	12.50	10	0	0.00	Africa
184	Yemen	1691	483	833	375	10	4	36	28.56	49.26	57.98	1619	72	4.45	Eastern Mediterranean
185	Zambia	4552	140	2815	1597	71	1	465	3.08	61.84	4.97	3326	1226	36.86	Africa
186	Zimbabwe	2704	36	542	2126	192	2	24	1.33	20.04	6.64	1713	991	57.85	Africa

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows